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@JuliaSMLM

JuliaSMLM

Julia based tools for single molecule localization microscopy

JuliaSMLM

Julia tools for single-molecule localization microscopy (SMLM).

Diffraction-limited vs single-molecule localization rendering of "JuliaSMLM"

Composable, high-performance Julia packages spanning the full SMLM workflow — simulation, localization, post-processing, rendering, and analysis. Packages share a common data model (SMLMData.jl) and offer automatic GPU acceleration with CPU fallback. All are registered in the Julia General registry — install any with Pkg.add("PackageName").

Under active development. The JuliaSMLM ecosystem grows continuously — new packages are added and existing ones refined over time, so expect this list to keep expanding.

Packages

Package Stage What it does
SMLMAnalysis.jl Pipeline End-to-end analysis from a single config: detection, fitting, filtering, frame connection, drift correction, and rendering, with provenance tracking.
SMLMData.jl Core Shared data types: emitters, cameras, SMLD containers.
MicroscopePSFs.jl Core 2D/3D point-spread-function models and pixel integration.
SMLMSim.jl Simulation Blinking super-resolution data and diffusion/tracking dynamics.
SMLMBoxer.jl Localization Particle detection / ROI extraction, GPU + sCMOS weighting.
GaussMLE.jl Localization Fast maximum-likelihood Gaussian-PSF fitting, GPU-accelerated.
SMLMFrameConnection.jl Post-processing Link multi-frame blinks into single, higher-precision localizations.
SMLMBaGoL.jl Post-processing Bayesian Grouping of Localizations (BaGoL): merge an emitter's repeated blinks into single emitters, reaching precision beyond raw localizations.
SMLMDriftCorrection.jl Post-processing Fiducial-free 2D/3D drift correction via entropy minimization.
SMLMRender.jl Rendering Render localizations to images (histogram, Gaussian, outline).
SMLMView.jl Rendering Interactive N-dimensional microscopy viewer (WGLMakie).
SMLMClustering.jl Analysis Clustering and spatial statistics (DBSCAN, HDBSCAN, Voronoi).
ModelContextProtocol.jl Tooling Julia implementation of the Model Context Protocol (MCP).

Getting started

using Pkg
Pkg.add("SMLMAnalysis")                          # the full detection → rendering pipeline
Pkg.add(["SMLMData", "SMLMSim", "SMLMRender"])   # or individual building blocks

Per-package docs live at https://JuliaSMLM.github.io/<Package>.jl/stable (e.g. SMLMData). Ecosystem overview and shared conventions (such as pixel indexing): JuliaSMLM.github.io/SMLMDocs.jl/dev.

Issues and pull requests are welcome on any repository — each is developed and versioned independently through the Julia General registry.

Pinned Loading

  1. MicroscopePSFs.jl MicroscopePSFs.jl Public

    Microscope Point Spread Function Calculator

    Julia 9 1

  2. SMLMSim.jl SMLMSim.jl Public

    Simulation of single molecule data sets

    Julia 2 1

  3. ModelContextProtocol.jl ModelContextProtocol.jl Public

    Julia 53 10

  4. SMLMAnalysis.jl SMLMAnalysis.jl Public

    Julia 3

Repositories

Showing 10 of 16 repositories

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